{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——进阶折线图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "1.1.5\n",
      "1.19.5\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['STHeiti'] #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.3\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.4\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图  - 增加置信域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ALwH/CRwG3u2c+62vhYmIiCwBHUuwcHERZpxzJ4GqOa7/Grhs2QsSERFZRr0jEzzdNqRuvgsUF2FGREQkWR3vHuFEzyjO+V1JcCnMiIiI+CAcifJ066B2Ky0ChRkREZFlNjgWZn/LIONh7VZaDAozIiIiy6ilP8ThzmGiWh6zaBRmRERElkEk6jjYPkTHoM5NXmwKMyIiIkssNDnFvpZBRsZ1SORSUJgRERFZQl3D4xxoGyIS0XalpaIwIyIisgSccxztGqGxN+R3KQlPYUZERGSRTUxFeLp1kP5RdfNdDgozIiIii2ggNMn+1kEmwtqutFwUZkRERBZJY+8oR7tG1M13mSnMiIiInKOpSJRn2ofoGprwu5SkpDAjIiJyDkYmptjXPEBoUt18/aIwIyIiskDtg2M82z5MJKp5JT8pzIiIiJylaNRxqHOY1v4xv0sRFGZERETOyng4wr6WQYbGtO06XqT4XYCIiEhQ9I5MsOtEn4LMHEYmpnimbciX59bIjIiIyDwc7x7hRM+otl3P4pzjd8d7+Z89LZTlZfDIR68jNcWWtQaFGRERkdOYnIpyoG2Q3pFJv0uJO20DY+zY1cjhzhHWlOfylVu2LnuQAYUZERGRUxocC7O/ZZDxsLZdzzQxFeGh/e385EAnmWkp/N7lDVy1rozzqgp8qUdhRkREZA4t/SEOdw4T1akEL7C/dZC7djXSMzLJS1aXcvMldRRkp/tak8KMiIjIDJGo42D7EB2D436XElf6Q5Pcs7uZvY39VBVk8bGXr/dtJGY2hRkREZGY0OQU+1oGGRmf8ruUuBGJOv73UBfffaKVqHO8YWsNN22uIj01fjZEK8yIiIgAXcPjHGgbIhLRdqVpx3tG2LGziaa+EOfXFPCOy+qpyM/yu6wXUZgREZGk5pzjaNcIjb0hv0uJG6HJKb77RCuPHuqmIDudO65ZzSUNxZgt/06l+VCYERGRpDUxFeHp1kH6R9UED7xg99jJPu7d3czwxBQvPa+CN2ytJTsj1e/STkthRkREktJAaJJ9LYNMTmm7EkDn0Dg7djVysH2YlaU5fOiGdTSU5vpd1rwozIiISNJp7B3laNeIuvkC4UiUH+5v50dPd5CemsKtl9Zz7fpyUnxofrdQCjMiIpI0piJRnmkfomtowu9S4sKBtkHu2tVE1/AEl64s4a3b6ijKyfC7rLOmMCMiIklheNzr5huaVDffwbEw9+5u5rGTfVTkZ/KRG9exuabQ77IWTGFGREQSXvvgGM+2DxOJJve8UjTq+MXhbu5/opVwJMprL6jmVVuq46pnzEIozIiISMKKRh2HOodp7R/zuxTfNfaOcufORk72hthYlc+tlzdQVRB/PWMWQmFGREQS0thkhP2tgwyNJfe267HJCA8+1cojz3aRl5nGH121iktXlcRtz5iFUJgREZGE0zU0zjPtQ0wlcTdf5xx7m/q557FmBsfCXLehnDdeVEtORuK99SfedyQiIkkrGnUc7hqmpS+5p5W6hye4a1cjT7cNsaI4m/ddv4bVZXl+l7VkFGZERCQhhCan2N8yyHASHxIZjkT5yYEOHtrfTooZt2xfwfUbKkgNUM+YhVCYERGRwOuMTSsl8yGRz3YMsWNXEx2D41zSUMwt21dQHMCeMQuhMCMiIoGl3UowNBbmvr0t/O54L2V5GXzwpWu5oK7I77KWlcKMiIgEUmhyin0tg4wk6bRS1Dl+faSHbz/ewsRUlFdtqeLVW6rJTIvvQyGXgsKMiIgETsfgOAc7kndaqbk/xI6djRzrHmV9ZR63XdZATVG232X5RmFGREQCIxJ1HOoYpm0gOaeVxsMRvv9UGw8f7CQnI43fv3IlV6wuTaieMQuhMCMiIoEwOjHF/tbknVZ6oqmfbz3WTF9okqvXlvHmi+vIy9LbOCjMiIhIACTz2Uq9IxPc/VgTT7UMUluUzSeu2cC6iny/y4orCjMiIhK3IlHHsx1DtA+M+13KspuKRnn4mU6+v68dgLdcXMeNmypISwn2oZBLQWFGRETi0siE1wRvdCL5ppWOdA2zY2cTrQNjbK0r4u2XrqA0L9PvsuKWwoyIiMSdtoExDnUk37TSyPgU33m8hV8d7aEkJ4P3X7eGi+qL/S4r7inMiIhI3IhEHQfbh+gYTK5pJeccvz3Wy317WwhNTnHTpkpee2ENWenJ1zNmIRRmREQkLoxMTLGvZYDQRMTvUpZV28AYO3Y1crhzhDXludx2+XpWFOf4XVagKMyIiIjvWgfGOJxk00oTUxEe2tfOTw50kpmewu+9pIGr1paRkuQ9YxZCYUZERHwzFYnybMdw0k0r7WsZ4O7HmugZmeSKNaXcfEkd+VnpfpcVWAozIiLii+HxMPtbBglNJs+0Ut/oJPfubmZvUz9VhVl87OXrOa+qwO+yAk9hRkREll1Lf4jDncNEo35XsjwiUcfPn+3igSdbiTrHGy+q5aZNlaSlqmfMYvA9zJjZJ4G/AXqcc1WnuV8a8AXn3EeWqzYREVlcU5EoB9uH6RxKnmml490j3Lmzkeb+Mc6vLeDWSxsoz1fPmMXke5hxzn3GzHYAO89w188BL1mGkkREZAkMjYd5OommlUKTU9z/eCu/ONxNYXY67712DRfXFyX9oZBLwfcwMx9m9hrgQ8Bev2sREZGz19wX4khXckwrOefYdaKPe/c0MzIxxQ0bK3j9hbVkZ6hnzFKJ+zBjZvXAN4BPA6/yuRwRETkL4UiUg+1DdA1N+F3KsugYHGfHrkae7RhmZWkOH7lhPfWl6hmz1OI6zMTWydwDfAX4HQozIiKBMTgW5unWQcaSYFopHInyw/3t/OjpDtJTU7j1snquXVdOSoqmlJZDXIcZvHUyg7GP1/pci4iIzFMyTSsdaBvkrl1NdA1PcNmqEt66bQWF2eoZs5ziNszE1sm8FbjYOefms2DKzG4Hbgeor69f2gJFRORFwpEoz7QN0T2c+NNKA6FJ/mdPC4+d7KMyP5M/vXE9m2rUM8YPcRlmzKwOb51MMdASCzIpQJqZjQMbnHONs7/OOfd14OsA27ZtS56e2CIicSBZppWiUcejh7v57hOthCNRXndhDa88v4p09YzxTVyGGedcC1A585qZXQd8zjl3uR81iYjIqTX1hjjanfjTSid7R9mxs5GTvSE2Vudz22UNVBZk+V1W0ovLMCMiIsGQLNNKockpHniyjf891EV+Zhq3X72a7SuL1TMmTijMiIjIggyGwuxvHWQ8nLjTSs459jT2c8/uZobGwly3oZw3XlRLTobePuNJXPzXcM6dBE55lEHsPo8CmmISEYkDjb2jHOseSehppa7hce7a1cSBtiHqS3L4k+vXsqos1++yZA5xEWZERCQYJqeiPNM+RE8CTyuFI1F+cqCDh/a3k5pi3LJ9BddvqCBVPWPilsKMiIjMy0Bokv2tg0yEE3c45tmOIXbsbKJjaJxtDcW8bfsKinMy/C5LzkBhRkRETss5x4meUU70jOIStOnF0FiY+/a28LvjvZTlZfChG9axpbbQ77JknhRmRETklMYmIxxoG2QgFPa7lCURdY5fHenhO4+3MDEV5dVbqnn1lmoy0tQzJkgUZkREZE5tA2Mc6hwmEknM4ZjmvhB37mzkeM8oGyrzufWyemqKsv0uSxZAYUZERF4gHInybPswnUPjfpeyJMbDEb73VBs/O9hJbmYa77lyFZevLlHPmABTmBERkef0jU5yoC0xF/k653iyeYC7H2uiPxTmmnVlvOniOvIy9VYYdPovKCIiRKOOY90jNPaG/C5lSfSOTHD3Y0081TJIbVE2f3zNGtZW5PldliwShRkRkSQ3MjHF062DjIxP+V3KopuKRnn4mU6+v68dA26+pI4bNlaQlqIFvolEYUZEJIk194U40pWYB0Qe6Rzmzl2NtA2Mc9GKIm7ZvoLSvEy/y5IloDAjIpKEJqYiPNM2RO/IpN+lLLrh8TDfebyVXx/toSQ3gz+5fi1bVxT5XVZCM4OK/CxSfVpErTAjIpJkuobHOdg+THgqsYZjnHP85lgv397bwthkhFdsruK1F1STmZ7qd2kJKy3VqC3KZkVJDlk+vs4KMyIiSSISdRzqGKZtYMzvUhZd68AYO3Y2cqRrhLXlebzz8gZqi9UzZqlkZ6SyojiHmqIs0lL9X3+kMCMikgQGx8IcaB0kNBnxu5RFNTEV4Qf72vnpgU6y0lN490tWcsXaUlLUM2ZJFOWkU1+SQ3l+Zlz15VGYERFJYM45TvaGON49knDnKu1r8XrG9IxMcuWaUt5ySR35Wel+l5VwptfD1JfkUJgTn6+vwoyISIJK1HOV+kYnuWd3E483DVBTmMWf3bSB9ZX5fpeVcFJj62HqfV4PMx8KMyIiCah9cIxnOxLrXKVI1PHIs508+GQbzsGbLqrl5Zsq42LNRiKJt/Uw86EwIyKSQBL1XKVj3SPs2NlIc/8YW2oLecel9ZTnq2fMYirMSachDtfDzIfCjIhIgkjEc5VGJ6a4/4lWfnm4m6KcdN577Rouri8K3JttvArCepj5UJgREQm46XOVmvpCCbPI1znHzhN9/M+eZkYnprhxUyWvv7Am7tduBEWQ1sPMh8KMiEiAjcbOVRpOoHOVOgbH2bGrkWc7hlldlstHblxPfUmO32UlhCCuh5kPhRkRkYBq7gtxtGuESDQxhmMmp6L88Ol2fvx0BxlpKbzz8gauXlemnjGLoDDWH6YigOth5kNhRkQkYBLxXKWnWwe567EmuocnuHx1CTdfsoLC7OCu4YgHZlCen0lDSW6g18PMh8KMiEiAdA9P8Ez7UMKcqzQQmuTePc3sPtlPZUEmH33ZejZWF/hdVqBNr4dZUZxDdkbw18PMh8KMiEgARKKOw53DtPYnxrlK0ajj0cPdfPeJVsKRKK/fWsMrNleRnkDrOJZbVnoqK0qyqS3KTqj1MPOhMCMiEucS7Vylkz2j3LmrkcbeEJurC3jHZfVUFmT5XVZgJfp6mPlQmBERiVPT5yqd6BkhmgCzSqHJKR54oo3/PdRFQXY6t1+9mu0ri5P2DfhcTK+HqS/JoSgnw+9yfKcwIyISh8bDEZ5uTYxzlZxz7D7Zz717mhkaC3P9eRW8YWsNORl6CzpbybgeZj70f5KISJzpGBzn2Y4hphLgXKXOoXHu3tXEgfYhGkpz+MD1a1lZlut3WYEzvR6mpihb64rmoDAjIhInwpEohzqG6RgM/rlK4UiUHx/o4KF97aSlGu+4tJ7r1peTkqIppbNRkJ1OQ2lyr4eZD4UZEZE40D86yYG2IcbDwV/ke7B9iB27GukcmmD7ymLetm2F1nWcBa2HOXsKMyIiPopGHcd7RmjsDf65SoNjYe7b28zO432U52Xy4RvWcX5tod9lBUZKClQXZtNQmqP1RGdJr5aIiE8S5VylqHP88nA39z/RysRUlNdcUM2rzq8mI01rO+YjLdWoK85hRUk2mWla1LsQCjMiIj5IlHOVmvpC7NjZyPGeUc6ryufWy+qpLsz2u6xAyEpPpb4k8Q599IPCjIjIMhoPRzjYHvxzlcbDER58so2fPdtJXmYa77lqFZevKtEi1XnIy0qjoTSHqoIsvV6LRGFGRGSZtPSHONI1QiTAW66dczzeNMA9u5voD4W5dn05b7qoltxMvZ2cSXFuOg2luZTlZfpdSsLR/30iIkssNDnFwfYh+keD3QCve3iCbz3WxL7WQeqKs7nj2jWsKc/zu6y49tzJ1aW5OgV8CSnMiIgsEeccTX0hjnePBnptzFQkyk+f6eQH+9oxg7duq+OG8ypJVc+YU9LOpOWlV1hEZAkMj4c52D7M0FiwR2MOdw6zY2cjbYPjXFRfxNu311OSq94np6KdSf5QmBERWUTRqONE7yiNvaOBPhxyeDzMt/e28JtjvZTmZvCBl67lwroiv8uKW9M7k2qLszVi5QOFGRGRRTIYCvNM+xCjE8HtGxN1jt8c7eHbe1sYD0d55flVvGZLNZnpGmWYS15WGitLc6ks0HEDflKYERE5R5Go41j3CM19we7i29o/xp07GznaPcK6ijxuu7yB2iL1jJlLcW4GK0tzKNXOpLigMCMicg76Ric52D7E2GRwz1SaCEf4/r52Hn6mk+yMVN59xUquWFNKikYaXsAMKvKzqC/N0c6kOKMwIyKyAOFIlCOdI7QNjPldyjl5snmAux9rom90kqvWlvHmi2vJz9Ib9UypKUZ1URb1JdqZFK/0X0VE5Cx1DY9zqGOYiXBwV/j2jkxwz+5mnmgeoKYoiz+7aQPrK/P9LiuupKUaK0pyWFGco3Om4pzCjIjIPE1MRTjcMULn0LjfpSzYVDTKIwe7+N5TbTgHb764lpdtrNTZQDNkpafSUJpDTZF2JgWFwoyIyDy0D45xqGOYqQAfRXCse4Q7dzbS0j/GBXWFvOPSerXWn0E7k4JLYUZE5DQS4WDIkYkp7n+8hV8e6aE4J533X7eGrSuK9IYdo51JwacwIyJyCs19IY52B/dgSOccvzvey317WxidmOLlmyp53YU1ZKlnzHM7kxrKcijQgufAU5gREZklNDnFM21DDISCexRB28AYd+1q4lDnMKvLcvnTG9ezoiTH77J8N70zqaEkl+wMhbpEoTAjIhLjnKOxN8TxnpHAHkUwORXlof3t/PhAB5lpKbzz8gauXleW9D1j0tNSqCvO1s6kBKUwIyKCdxbRM21DDI8H9yiCp1sHuWtXE90jE7xkdSk3X1JHQZI3d8vO8M5M0s6kxOZ7mDGzTwJ/A/Q456pm3XYb8AlgJfAs8BfOuZ8ud40ikriiUcfxHu9gyKAeRdAfmuTe3c3saeynqiCLj718PedVFfhdlq9yMlJZWZZLdWGWFjonAd/DjHPuM2a2A9g587qZfRC4A3gncAB4OXC3mb3WOfe75a9URBLNQGiSZ9qHCE0E8yiCSNTxv4e6eODJViJRxxu21nDT5irSk7hnTG5mGqvKtL062fgeZk7jz4G3Ouf2xj7/npl9CngfoDAjIgs2FYlyrHuUlv7gHgx5omeUO3c20tQXYnNNAbdeVk9FfpbfZfkmLyuN1WW5VBQk72uQzOIyzJhZBvAjXhxaTgCvW/6KRCRR9I5McLB9mPFwMEdjQpNTfPeJVh491E1Bdjp3XLOaSxqKk3YUoiA7nVVluZTnq0dMMovLMOOcmwTeM8dNb0KjMiKyAOFIlMOdw7QPBPMoAuccj53s497dzQxPTPHS8yp4w9bapN1eXJTjhRg1uhOI0zAzFzO7GW/dzAWnuc/twO0A9fX1y1SZiMS7rqFxnu0YZnIqmPutO4fGuWtXE8+0D7GyNIcP3rCOlaW5fpfli+LcDFaX5VKcm+F3KRJHAhFmzOxK4GvAq51zvae6n3Pu68DXAbZt2xbQmXARWSwTUxEOdQzTNTThdykLEo5E+fHTHTy0v5301BTecWk9160vJyUJtxiX5mWwuiyPwpzk3mouc4v7MGNmW4AHgT/ULiYRma+2gTEOdwb3YMiD7UPs2NVI59AEl64s4a3b6ijKSb7RiPL8TFaV5+rIATmtuA4zZrYa+AnwCefc/X7XIyLxb2wywsGOIfoCejDk4FiY/9nTzK4TfZTnZ/KRG9exuabQ77KW1fS5SSvLcshXiJF5iNswY2ZVwMPAV5xz3/C7HhGJb845WvrHONo1QiQavNGYaNTxiyPd3P94K+FIlNdeUM2rtlQnVc8YM6gsyGJVWS65mXH79iRxKC7/bzGzIrwRmdXAZ83sszNuHnDOlflSmIjEpdGJKQ62B/dgyKbeEHfuauREzygbq/K59fIGqpKoX0pKClQVZLOqTIc/ysLERZhxzp0EqmZ8PgBc6Fc9IhIMzjlO9oY4EdCDIcfDER54spVHnu0iLzONP7pqFZeuKkmanjEpKVBblENDaQ5Z6QoxsnBnFWbM7Abg7cAEMJ+OU6lABhB1zv3x2ZcnIjK33pEJDneOMDoRvIMhnXM83jTAPbubGAiFuXZ9OW+8qDZpplZSU4za4mzqSxRiZHGc7b+cUuAPgNFZ13N4ccBJwwsyIaB7oQWKiMw0NhnhcOcw3cPB3G7dPTzB3Y81sb91kBXF2bz32jWsLs/zu6xlkZpqrCjOob4kh4y05FkLJEvvbMPMOOCAOufcIICZ5QFDwC3Oue9N3zF24vV/OefyF6tYEUlekajjRM8oTX2jgZxSmopE+ekznXx/XxspZrxt2wpeel4FqUnQMyYt1agvyWFFSU5SLWiW5XPaMGNmlUCvc256HHd65GXmjxI36+Ps6yIi56RjcJyjXSOBPU/pUMcwO3Y10j44ziX1xbxt+wpKkqCDbXpaihdiirNJU4iRJXSmkZlbgb82s+muu9mxj/vNbDrQTP9a8e9mFprxtcnZa1tEFs3weJjDncP0jwZzl9LweJj79rbw22O9lOVl8MGXruWCuiK/y1pyGWkprCzNpbY4OylGnsR/ZwozPcCjwBgwCdQAFcBvYp9PP0YDcABomvG1q4GrFrFWEUkSk1NRjnWP0DYwhgvgGG/UOX59tIdv721hYirKq7ZU8eot1WSmJfZi16z0VBpKc6gtyk7KIxfEP6cNM865/wb+e/pzM3sdcD3wXufcUOxaLt4Izj/NWjNzKwozInIWphvfHeseCewxBC39Ie7c2cix7lHWV+Zx22UN1BRln/kLAyw7I5WVZblUF2QpxIgvznYB8PSvFdfMmFKa7uy0xcxGZtx3M4CZXQ+Yc+7nCy9TRBJd3+gkhzuHGRkP3lZrgIlwhO/ta+PhZzrJyUjj969cyRWrSxO6Z0xOZiqrynKpKshK6O9T4t/ZhplcvDUyD/L8Wplpn459dLNueyR2LbHHV0VkQcbD3lbroJ5sDfBk8wB3P9ZE3+gkV68t480X15GXlbg9Y3Iz01hdnktFfqZCjMSFef9rM7NrgZXAW4ERvHU0AKvwtmy3xz7fBjQDnUA63shNyeKUKyKJIhJ1nOwdpak3FMizlMBr3Pet3c082TxAbVE2n3jFBtZVJG43ivysNFaV51KRnzxHLUgwnM2vDu8GXuKcO2/mxdi5SSecc7fFPv8ysM859+7FKlJEEkvn0DhHOoO71XoqGuVnz3TxvX1tALzl4jpu3FRBWkpibj/OzUxjTYVCjMSvM4YZM0t1zkXwuv6Oxa69DW/kJQqkALVmdjXe9FIXcHns6IPc2J8c4G7n3NgcTyEiSSLoW60BjnQNs2NnE60DY2ytK+Ltl66gNC/T77KWRHZGKqvLtSZG4t+ZmuZdCHw5NvoSBaZX5r0VeOOMuzrgF7M+/ynPr51xwI94fmpKRJJIOOJttW7tD+ZWa4CR8Sm+83gLvzraQ0lOBu+/bg0X1Rf7XdaSyEhLYVVZrrZYS2CcaWRmK3AdcC1eIGkzs+uAv4/9mQD+Gq//zB/FvuYK4GvAB4CngLzYn77FLFxE4t/0VuvjPaOEpwJ4BgHe9/Db473ct6eF0OQUN22u5LUX1CTkAYlpqUZDaS71JTlqdieBcqYw80PgFcAW4F14261/jjeV9B3g27G/1znnDgCY2Xjsa+ucc/+6FEWLSPzrH53kUIC3WgO0DYyxY1cjhztHWFOey22Xr2dFcY7fZS261BRjRUk2DaW5OjtJAulMTfO68aaLfmpm5+FNG70RL+C8BbgjdtfGGV/WhDeKcxPwfxa7YBGJb+PhCEc6R+gcGj/znePUxFSEh/a385MDnWSmpfB7L2ngqrVlpCTYupGUFKgpymZlaW5CjjRJ8jib3Ux7gD7n3FHgX4B/MbP1wJeA4ek7OefCZvYALzzaQEQSXDS21boxwFutAfa1eD1jekYmuWJNKTdfUkd+VrrfZS0qM6gsyGJ1eS45GYnbD0eSx7z/L3bOfW2Oa4eB185x/c3nWJeIBEjX0DhHukYYmwzmVmuA/tAk9+xuZm9jP1WFWXzs5es5r6rA77IWXVl+JmvKcxMuoElyO+tIbmbXOud+ceZ7ikiiG5mY4nDnMH0jk2e+c5yKRB0/f7aLB55sJeocb7yolps2VZKWYGtHinPTWVOeR1FOht+liCy6hYwv/q+Z7QW+AHzbORfMLQoismDhSJTj3aO09IcCu9Ua4HjPCHf+rpHm/jHOryng1ssaKM9PrJ4x+VlprK3IS9heOCKwsDBzGfBRYAfw+VjH328450YXtTIRiTvOOdoGxznaNRLYrdYAockp7n+8lV8c7qYwO507rl3NJfXFCdUYLicjlTUVeVQWqGuvJL6zDjPOud3ALWZWD3wI+BTwN2b2VeCfnXPtp30AEQmkgdAkhzqGGQ7wVmvnHI+d6OPePc0MT0xxw8YKXn9hLdkZibOTJzM9hdXledQUqmuvJI8FL2N3zjUBHzWzv8FrmPcB4E/N7G7gS9N9Z0Qk2MbDEY52jdAxGNyt1gAdQ+PctbORgx3DrCzN4UM3rKOhNNfvshZNeloKq0pzqStW115JPue8J885Nwz8o5n9/4D/h3cg5bvM7KfAF5xzPz/X5xCR5ReNOhr7QpzsHSUSCe7CmHAkyg/3t/OjpztIT03h1kvruXZ9ecK84aemGvUlOTSU5CTcomWR+TrnMGNmqcCtwMfxOgT/BLgXeDvwMzN7Ci/U3H2uzyUiy6NreJyjnSOEArzVGuBA2yB37Wqia3iCy1aV8NZtKyjMTowtySkpUFecw8rSXDLSFGIkuS04zJhZDnA78BGgGrgHeIdzbn/sLv9pZluAPwW+ASjMiMS50YkpDgV8qzXA4FiYe3c389jJPirzM/nTG9ezqSYxesaYQXVhNqvL1bVXZNpC+syUAx8E3gekA/8BfNk51zz7vrFg8/tm9ufnWqiILJ1wJMrJnlGa+0NEg7tJiWjU8ejhbr77RCvhSJTXXVjDK8+vSpjzhqa79uZmqmuvyEwL+RfRCAwCXwT+P+fc4Jm+wDnXuYDnEZElFok6mvpCNPaOMhXgdTEAjb2j3LmzkZO9ITZW53PrZQ1UJci25JK8DNZW5FGgrr0ic1pImPkQ8F/OuWCPQ4sksWjU0TowxomeUSYD3C8GYGwywgNPtvLzQ13kZ6bxR1ev4tKVJQmxLbkwJ5215XkU56prr8jpLKTPzL8vRSEisvScc3QMjXO8ezTQ5yiB973sbeznW7ubGRoLc92Gct54UW1CHJyYl5XGmvK8hOtGLLJUFmM30x8AtwBvcM6FZt22ErgJOAz82jkXPtfnE5GF6Roe51jXKKMTwW16N61reJy7dzXxdNsQ9SU5vP/6Nawuy/O7rHOWnZHKmvI8KgsyE2JkSWS5LMavMFXADcBcQWUc+DcgCtQAXYvwfCJyFvpGJznWPcJgKPi/S4QjUX5yoIOH9reTYsYt21dw/YYKUgPeMyYzPYWVpbnUFqnhnchCLEaYGQeccy5sZhfhbdX+oHNuwDnXYWYTgCZ8RZbZ4FiYY90jgd9mPe3ZjiF27GqiY3CcbQ3FvG37CooDfgJ0WqqxsjSXFSU5gQ9kIn46Y5gxs23Al4GxGZdTgXzgtcAEMP3TMg+vgd6fzLjvEFAGBHurhEhAjE5Mcax7hK6hCb9LWRRDY2Hu29vC7473UpaXwYduWMeW2kK/yzonqSnGipIcGkpzEmbbuIif5jMy44Ar8bZk1wPteNNGtcDUjD8A0ydnzzzEZXodTWL8ZBWJU+PhCMe6vTOUXAL86hB1jl8d6eE7j7cwMRXl1VuqedWWKjLTgt0orqowi7UVeWp4J7KI5hNmJvCmkVaZWRR4KV5AaeTFYWZ6hGbmCsPpazNHdkRkkUxORTnZO0pLwBvezdTcF2LHrkaOdY+yvjKP2y5roKYo2++yzklBdjobKvMpzFGvGJHFNp8wM9f+TTfjtgjeSA3TH51zM3+kZgOT2skksrimIlEa+0I09YUCfRDkTOPhCN97qo2fHewkJyONP7hyJS9ZXRronT0ZaSmsqcijNuBhTCSezSfMnO53PTfjD8wdfHKA7rOsS0ROIRp1NPeHONkbIhzwhnfTnHM82TzA3Y810R8Kc826Mt50cR15AW7bP30Q5KqyXK2LEVli5/qTYjrEFJtZU+zxLPb3acXAgXN8HpGk59zzXXsnwokRYgB6Rya4+7EmnmoZpLYomz++Zg1rK4LdM6YkL4MNlfk6Q0lkmZzrv7Tpsd8ocCz290Mzbi/EWyj863N8HpGk1jE4zvHuEUIB79o701Q0ysPPdPL9fe0A3HxJHTdsrCAtJbijGDkZqaytzKMiPzHOhBIJisUKM4POuetfdKPZ3wAXAN84x+cRSUo9IxMc7RphZDz4XXtnOtI5zJ27GmkbGOeiFUXcsn0FpXnBbd2fmmKsLMuloSRHTe9EfDCfMHO6X5NS8QLNi/71mtlm4OPAnc654wsrTyQ5DYQmOdo1wkACdO2daXg8zHceb+XXR3soyc3gT65fy9YVRX6XdU601VrEf/MJM2kAZrY+9vlKnu8jkxr7kxK7z98DX8M74uAB4AgvbKAnIqcxPB7maNcIvQnStXeac47fHOvl23tbGJuM8IrNVbz2gmoyAxwA8rPS2FCVT1HAuxCLJIL5hJksvJGXg7HPfzTrtjQgzcxygPcCH8ILON8D3jX78EkRebHQ5BTHu0fpGBw/850DpnVgjB07GznSNcLa8jxuu7yeuuIcv8tasPS0FNaUe+coBXnLuEgimU+YGQA+T6x5Xuya4W25DgPpsceZAN4OvA7vFO3XA/9iZp/RNJPI3MbDEU70jNI2MJYQXXtnmpiK8IN97fz0QCdZ6Sm86yUNXLm2jJSABgAzb6v16nJttRaJN2cMM865I8D/OdXtZpYBZDjnInijNj8ysz/Dm176JPD22PTT55xziTV2LrJA4UiUkz2jtPSPEYkmWIoB9rV4PWN6Ria5Yk0pN19SR35WcDvfFudmsKEqP9B9b0QS2WL8y8zB6y2TMR1WnHPDwN+b2QPAg8D7gW/hraERSVpTkShNfSEaE6hr70x9o5Pcs7uJx5sGqC7M4uMv38CGqny/y1qw7IxU1lXkUVGgrdYi8WwxwsxB4L+ZY9eTc+6gmd0IbI6N8IgkpWjU0dI/xsneUSYTpGvvTJGo45FnO3nwyTacgzddVMvLN1WSFtDpmNQUo6E0h5WludpqLRIA5xxmnHPfAb4z+7qZpTrnIs65JqDpxV8pkvicc7QPjnO8e5TxcOI0vJvpWPcIO3Y20tw/xpbaQt5xaT3l+cHtGVNZkMW6Sm21FgmSBYUZM6vF6+57KLZWZi5fN7MrgR3AvzjnBhZWokgwdQ2Nc7R7hNBEYoaY0Ykp7n+ilV8e7qYoJ533XruGi+uLArvDJy8rjQ2V+RTnaqu1SNDMO8yYWQpQ7JzrBT4L3AZUmVm1c27frPtuBDbi9aT5W+Bm4MLFKloknvWOTHCse5ShscRqeDfNOcfOE338z55mRiamuHFjJa/fWhPYkYz0tBRWl+VSV6yt1iJBNa8wY2YFwH1AnpldCwzFbhoFdphZC3BHbEoJ59xB4Aozux54hNOfvC2SELqHJzjZO8pggnXtnaljcJwduxp5tmOYVWW5fOSG9dSXBrNnjBnUFmezpjxPW61FAu6MYcbMVgEPA6vxtl6X4YUZB6zD6y/zCuAZM/tL59yXY1+Xibc12wF/eZrH/yTwN0CPc65q1m13AH8GVAP7gD91zv3m7L5FkaXVNTTOiZ5RhhPs/KSZJqei/PDpdn78dAfpqSncdlk916wrD+zi2OLcDNZX5gV6u7iIPG8+IzNteMcXfHRGUJkCJp1zTwHbzexCvMZ6X4rtXvowcCdwKfAF59wPTvXgzrnPmNkOYOfM62Z2C/AXwFuAx4HXAg+a2dWxkR8R3zjn6Bya4ETPKKMTiRtiAJ5uHeSux5roHp7gslUlvHXbCgqzgxkCstJTWVeZR6W2WosklPk0zZswsyucc0MzLkeYMXUUCzWviDXH+wTeSE0U+Bvn3KcWWNv/BT7gnNsV+/x+MzsPL+DctsDHFDkn07uTTvaMEppMzIW90wZCk9y7p5ndJ/upLMjkoy9bz8bqAr/LWpDUFKM+ttU6NaCjSSJyavOZZtoFPGxm/cAk3rTRpXjnMX0Kb9qpDm/KaS1eiDHgFwsNMmZWGnush2bddBfeKI3IsopGHW2DYzT2hhhL8BATjToePdzNd59oJRyJ8vqtNbxic1Vg15VUFGSyvjI/sAuUReTMThtmzKwY2B77M5dP4i0CPgbsBv4R+D7wB8Cnzex259zXF1DXSuCEc+4FKymdc41mlm1mxc65/gU8rshZiUYdrQNeiEnUPjEznewZ5c5djTT2hthUXcCtl9UHdkomN9M71bpEW61FEt6ZRmbSgT/CO2xyGBjBCy+/D7wHqHLOjc7xdZ81s1cBXzSznzjnGs+yrpzY88wlBOQCLwozZnY7cDtAfX39WT6lyPMiUUdLf4jG3lBCduydLTQ5xQNPtPG/h7ooyE7n9qtXs31lcSC3KqelGmvK87TVWiSJnDbMOOe6gG+Y2QVAhXPutwBm1u3d7AUZM/so0Omc2zHjyz8MPAb8B/Cys6wrBGTPvmhmqUAxpwg6sVGgrwNs27Yt8Q6+kSU3FYnS3D9GU1+IcBKEGOccu0/2c++eZobGwly/oYI3XFRDTkbwDlQ0g5oib6t1Rlowp8REZGHms2bmFuCbeAt7f3aKu23B20L9XJhxzu0xs18Bv1hAXSeBldNHIsy4vhro1xSTLLZw7ADI5r4QUwl4AORcOofGuXtXEwfah6gvyeFPrl/LqrJcv8takKKcdDZU5WurtUiSms+vX4eATKD2NPd5AHinmZ3vnHt6xvUPzO4OPB/OuV4zOwlczwsD1Dvxet2ILIrJqShNfaM0948l5CnWcwlHovz4QAcP7WsnLdV4+/YVXL+hIpA9YzLTU1hXkU9VYTDX9YjI4pjP1uwnzOxJvLAyvRC4Acg2s5/HPs/C28F0j5l1zfxyMzsMfHD2Yt55+Dvg38zsZuBp4NXAHcDVZ/k4Ii8yHo7Q1BeitX+MSDQ5QgzAwfYhduxqpHNogm0NxdyyfQVFOcFcIFtbnM26irzAnswtIotnvhPjDwB/jbdrafrrDG+BMHh9Z/rxdiFNTwGl4k0/XQc8Ctx7NoU55+4xsyLgfqAGrwPwG51zh87mcURmGg9HONk7StvAGNHEXxLznMGxMPftbWbn8T7K8zL58A3rOL+20O+yFiQnI5WN1QU6EFJEnjPfMPPr2Mc/cM4dMbPPAn/mnHtulMTM/g14N/CKGQuDXwN8D3gJpwkzzrmTQNUc178KfHWeNYqc0thkhBM9o3QMJVeIiTrHLw93c/8TrUxMRXnNBdW86vzqQC6QNYP6khxWl+ep8Z2IvMB8w8wTeCMxrwa+greGxswsfcb00eN426JfC9wTuzaId0yBzlMSX4xOTHGiZ5TOoXFc8swmAdDUF2LHzkaO94xyXlU+t15WT3XhizYJBkJeVhobqwsCe4yCiCyteYUZ51y/mR0DpoNL4YyPPbG/H8ILPO/k+TCz1zl3xSLVKjJvw+NhTvaE6BpOvhAzHo7w4JNt/OzZTvIy03jPVau4fFVJIHuupKTAytJcVpbmBnKBsogsj7NpJnGhcy4U+/u38Dr+js24vRH4Id60EgAz7i+yLIbGw5zoHqV7eMLvUpadc47Hmwa4Z3cT/aEw164v500X1ZKbGbyeMQCFOelsrC4gL6D1i8jymfdPiZnBxDn3CPDIrNsbgdcsXmki8zcYCnO8Z4TekUm/S/FF9/AE33qsiX2tg9QVZ3PHtWtYU57nd1kLkpridfBdUaIOviIyP/qVRwKtf3SS4z2j9I8mZ4iZikT56TOd/GBfO2bw1m113HBeZWAXyBbnZrCpuoDsDB0KKSLzpzAjgdQ7MsGJnlEGQmfbvihxHO4cZsfORtoGx7m4vohbttcH9lDFtFRjXWU+tUXBXKAsIv5SmJFA6Roe52RPiKGx5A0xw+Nhvr23hd8c66U0N4MPvHQtF9YV+V3WgpXnZ7KhKp+sdI3GiMjCKMxIIHQNjXO8Z5SR8Sm/S/FN1Dl+e7SX+/Y2Mx6O8srzq3jNBdVkpgUzBGSkpbChKp/KAh1FICLnRmFG4pZzjs4hbzppdCJ5QwxAa/8YO3Y1cqRrhHUVedx2eUOgp2SqCrNYX5kfyOZ9IhJ/FGYk7kSijraBMZr6QoxNRs78BQlsIhzh+/vaefiZTrIzUvn9K1ZyxZrSwO7yyUpP5bzqfMryMv0uRUQSiMKMxI3JqSgt/SGa+8cITyXRmQOn8FTLAHfvaqJ3dJKr1pbxlovryMsK7j/ZupJs1pbrYEgRWXzB/ckoCWNs0jvBum0guU6wPpW+0Um+tbuJJ5oGqCnK4hM3bWBdZb7fZS1YTkYqm2oKAns6t4jEP4UZ8c3weJjG3lBSnps0l6lolEcOdvG9p9pwDt58cS0v21RJWkowRzLMoKE0h9VleTqKQESWlMKMLLvekQka+0L0JWm33rkc6x7hzp2NtPSPcUFdIe+4tD7Q60rystLYVFNAQZYOhhSRpacwI8tiemdSY+8ow0m8vXq2kYkp7n+8hV8e6aE4J533X7eGrSuKArvANyUFVpXlsbI0J7Dfg4gEj8KMLCntTJqbc46dx/v4n73NjE5M8fJNlbzuwppAN44rih0MGdSDLUUkuPRTR5bE5FSU5v4QLdqZ9CLtg2Ps2NnEoc5h1pTnctvL1rOiOMfvshYsNcVYW5FHXbEOhhQRfyjMyKIam4zQ2DdK+8C4dibNMjkV5Yf72/nRgQ4y01L4vcsbuGpdGSkBDgAleRlsrNLBkCLiL4UZWRRD42GatDPplJ5uHeSuXU10j0zwktWl3HxJHQXZwV0cm5ZqrK/MpybAXYhFJHEozMg50c6k0xsITXLP7mb2NPZTVZDFx16+nvOqCvwu65xUFHgHQwb1TCgRSTwKM3LWtDPpzKJRx88PdfHAk61Eoo43bK3hps1VpAe4+21GWgrnVeVToYMhRSTOKMzIvGln0vyc6Bnlzp2NNPWFOL+mgHdcVk9FfrADQHWRdzBkkMOYiCQuhRk5I+1Mmp/Q5BTffaKVRw91U5Cdzh3XrOaShuJA7/DJSk9lY3U+pQFu4CciiU9hRk5JO5PmxznH7pP93LunmaHxMC89r4I3bK0N9A4fM6grzmFNea4OhhSRuKcwIy8yNB6msSdE17B2Jp1J59A4d+1q4pn2IVaW5vDBl66loTTX77LOSU5mKpuqdTCkiASHwow8p3dkgpO9IfpHtTPpTMKRKD9+uoOH9reTnprCrZfWc+368kAfqOgdDJnL6rLcQH8fIpJ8FGaS3PTOpJO9o4xoZ9K8HGwfYseuRjqHJrh0ZQlv3VYX+FGM3Mw0zq8tIF8HQ4pIACnMJCntTDp7g2Nh/mdPM7tO9FGRn8lHblzH5ppCv8s6Z/WlOawtz9NojIgElsJMktHOpLMXjTp+caSb+x9vJRyJ8toLqnnVlurAb1POTE9hU3WBdiqJSOApzCQJ7UxamKbeEHfuauREzygbq/K59fIGqhKgaVx5fiYbqwvISAt2IBMRAYWZhDcQmqSpL0T38IR2Jp2F8XCEB55s5ZFnu8jLTOOPrlrFpatKAt0zBiA1dqZSrc5UEpEEojCTgJxzdA1P0NQXYjAU9rucQHHO8XjTAPfsbmIgFOa6DeW88aJacjKC/0+lMCedzTUFCfG9iIjMpJ9qCWQqEqV1YIzmvjHGw1rUe7a6hye4+7Em9rcOsqI4m/det4bVZXl+l3XOzGBlmbflOugjSyIic1GYSQBjkxGa+0O0DowRiWgu6WxNRaL89JlOvr+vjRQzbtm+gus3VJCaALt7sjNS2VyjBngiktgUZgJM62HO3aGOYXbsaqR9cJxLGoq5ZfsKihPkjb+6KIsNlfk6jkBEEp7CTMBoPcziGB4Pc9/eFn57rJeyvAw++NK1XFBX5HdZiyIt1dhYXUBlAuy6EhGZD4WZgJiKRGkbGKepL6T1MOcg6hy/PtrDt/e2MDEV5VVbqnj1lmoy04J7KORMxbkZbK4pICs9Mb4fEZH5UJiJc1oPs3ha+kPcubORY92jrK/M47bLGqhJkC3KKSmwpjwv8IdciogshMJMnBoMhWnsG9V6mEUwEY7wvX1tPPxMJzkZafz+lSu5YnVpwuzs0blKIpLsFGbiiNbDLL4nmwe4+7Em+kYnuWZdGW+6qI68rMT5335FSQ7rKnSukogkt8T5qR5g0+thmvt16ONi6R2Z4Fu7m3myeYDaomw+8YoNrKvI97usRZORlsKmmgLKdK6SiIjCjJ/GwxGa+rQeZjFNRaP87JkuvrevDYCbL6njho0VpKUkzvZknaskIvJCCjM+GAyFaeoL0TU8rvUwi+hI1zA7djbROjDG1hVFvH37ioQ6ETo1xVhfpXOVRERmU5hZJs45uocnaNR6mEU3Mj7Fdx5v4VdHeyjJyeD9163hovpiv8taVAXZ6Zxfq3OVRETmop+MS0zrYZaOc47fHu/lvj0thCanuGlzJa+9oCaheqyYQUNpLmvKda6SiMipKMwsEa2HWVptA2Ps2NXI4c4R1pTn8s7L11NXnON3WYtK5yqJiMyPwswiGxwL09Sr9TBLZWIqwkP72/nJgU6y0lJ410sauHJtGSkJNmpRVZjFeVU6V0lEZD4UZhbB9HqYpr4QA1oPs2T2tXg9Y3pGJrliTSk3X1KXcI3idK6SiMjZU5g5B1oPszz6Q5Pcs7uZvY39VBdm8fGXb2BDVeL0jJmmc5VERBZGYWYBxsMRmmPrYaa0HmbJRKKOnz/bxQNPthJ1jjdeVMtNmyoTbupl+lyl+pIcLfIVEVkAhZmz1DYwxsH2Ia2HWWLHe0bYsbOJpr4Q59cWcOulDZTnJ07PmGk6V0lE5NzFfZgxs3zgs8CbgWzg58BHnHNNftQzHo4oyCyh0OQU9z/eyi8Od1OYnc4d167mkvrihByxWFGSw9qKPFJ1rpKIyDmJ+zAD/CfQDWwFhoC3Aj8ws23OuUkf65JF5JzjsRN93LunmeGJKW7YWMHrL6wlOyPx1o/oXCURkcUVhDDzcmC9c64r9vl/m9lHgYuAXf6VJYulY2icu3Y2crBjmJWlOXz4hvXUlyZWz5hpOldJRGTxBSHMfAf4SizA9AHvATYBnb5WJecsHInyw/3t/OjpDtJTU7j1snquXVdOSgJOu6SmGOsq8xKusZ+ISDwIQph5H7ATaI59HgY+7Jw76VtFcs4OtA1y164muoYnuGxVCW/dtoLC7MRcBKtzlUREllZc/3Q1sxTgQWA/8BpgEHg7UO5nXbJwg2Nh7t3dzGMn+6jMz+RPb1zPppoCv8taEtPnKq0uy03I0SYRkXgR12EGeDVQCbzCOTfdle6rZvZlM7vDOffVmXc2s9uB2wHq6+uXt1I5rWjU8ejhbr77RCvhSJTXXVjDK8+vIj3BesZMy0pP5fxanaskIrIc4j3MbAR+OSPITPsN8G7gBWHGOfd14OsA27Zt0wbqONHYO8qdOxs52RtiY3U+t13WkNDt+qsKs9hQlZ+wQU1EJN7Ee5g5Arxyjuvb8RYDSxwbm4zwwJOt/PxQF/mZadx+9Wq2r0zMnjHgLfJdX5VPbVG236WIiCSVeA8zPwD+2sz+HvhHYAKvz8z7gJf6WZicmnOOvU393PNYM4NjYa7bUM4bL6pN6AWwOZmpXFBXRF5m4n6PIiLxKq5/8jrnwmb2KuDLwFEgCuwFbnDO7fa1OJlT9/AEd+1q5Om2IepLcnj/9WtZVZbrd1lLqrooi/OqCtTJV0TEJ3EdZgCcc23A2/yuQ04vHInykwMdPLS/ndQU45btK7h+Q0VCv8GnphgbqvKp0bSSiIiv4j7MSPx7tmOIHbua6BgcZ1tDMW/bvoLiBN/Fk5uZxgV1heRqWklExHf6SSwLNjQW5r69LfzueC9leRl86IZ1bKkt9LusJVdTlM2GqvyEHnUSEQkShRk5a1Hn+PWRHr79eAsTU1FevaWaV2+pTvjzhlJTjPOq86ku1LSSiEg8UZiRs9LcH2LHzkaOdY+yoTKfWy+rT4o1I3lZaWyp1bSSiEg80k9mmZfxcITvP9XGwwc7yc1M4z1XruLy1SUJ2zNmppqibM6ryteRBCIicUphRs7oiaZ+vvVYM32hSa5ZV8abLq5Lin4qqanGxqoCqgoTt1uxiEgiSPx3JFmw3pEJ7n6siadaBqktyubPrzmPtRV5fpe1LPKyvN1KidzoT0QkUegntbzIVDTKw8908v197Rhw8yV13LCxgrSUxF7gO622OJsNlZpWEhEJCoUZeYEjncPs2NVE68AYF60o4pbtKyjNy/S7rGWRmmpsqi5I6EMwRUQSkcKMADAyPsW3H2/h10d7KMnN4E+uX8vWFUV+l7Vs8rPS2KJpJRGRQNJP7iTnnOO3x3q5b28LY5MRXrG5itdeUE1meqrfpS2bFSU5rKvI07SSiEhAKcwksbaBMXbsauRw5whry/N45+UN1BYnfs+YaWmxaaUKTSuJiASawkwSmpiK8NC+dn5yoJOs9BTe/ZKVXLG2lJQk6BkzrSA7nS21hWRnJM8IlIhIolKYSTL7Wga4+7EmekYmuXJNKW+5pI78rHS/y1pW9aU5rC3XtJKISKJQmEkSfaOT3LO7icebBqgpzOLPbtrA+sp8v8taVmmpxqaaAiryNa0kIpJIFGYSXCTqeOTZTh58sg3n4E0X1fLyTZWkpSZHz5hphTnetFJWEi1sFhFJFgozCex49wh37mykuX+MLbWFvOPSesrzk6NnzEyaVhIRSWwKMwlodGKK+59o5ZeHuynKSee9167h4vqipDgUcqa0VGNzTWFSBjgRkWSiMJNAnHPsOtHHvXuaGZ2Y4sZNlbz+wpqknFrRtJKISPJQmEkQHYPj7NjVyLMdw6wuy+UjN66nviTH77J8sbIshzXleUk3EiUikqwUZgIuHInyw/3t/OjpDjLSUnjn5Q1cva4sqXrGTEtPS2FzTQFlSXKWlIiIeBRmAuxA2yA7djXRPTzB5atLuPmSFRRmJ1fPmGlFOemcr2klEZGkpDATQAOhSe7d08zuk/1UFmTy0ZetZ2N1gd9l+WZlWS5rynM1rSQikqQUZgIkGnU8erib7z7RSjgS5fVba3jF5irSk6xnzLT0tBTOrymgVNNKIiJJTWEmIE72jnLnzkYae0Nsri7gHZfVU5nEByQW56azuUbTSiIiojAT90KTUzzwZBv/e6iLgqx0br96NdtXFiftlIoZNJRqWklERJ6nMBOnnHPsaeznnt3NDI2Fuf68Ct6wtYacjOT9T5YR262kaSUREZkped8Z41jX8Dh37WriQNsQDaU5fOD6tawsy/W7LF8V52Zwfm0BmWmaVhIRkRdSmIkj4UiUHx/o4KF97aSlGu+4tJ7r1pcn9ZlCZrCqLJdVZZpWEhGRuSnMxImD7UPctauJjqFxtq8s5m3bVlCUk+F3Wb7KSEvh/NpCSnKT+3UQEZHTU5jx2eBYmPv2NrPzeB/l+Zl8+IZ1nF9b6HdZvivKSWdLXaGmlURE5IwUZnwSdY5fHenhO4+3MDEV5TUXVPOq86vJSEvOnjEzNZTmsLZCZyuJiMj8KMz4oLkvxJ07GzneM8p5Vfncelk91YXZfpflu9RUY3N1ARVJ3D9HRETOnsLMMhoPR3jwqTYeOdhJbmYaf3jVKi5bVaIRCCAvK40L6gqTeuu5iIgsjN45loFzjieaB/jWY00MhMJcs76cN11US26mXn6AqsIsNlYXkJrEu7ZERGTh9G66xHpGJrj7sSb2tQyyojibO65dw5ryPL/LigspKbCuIp8VJTl+lyIiIgGmMLNEpiJRfvpMJz/Y144ZvHVbHTecV6nRh5is9FS21BVSmJ3udykiIhJwCjNL4HDnMDt2NtI2OM7F9UXcsr1evVJmKMnL4PyaQu3cEhGRRaEws4iGx8N8e28LvznWS2luBh946VourCvyu6y4YQYry3JZrW6+IiKyiBRmFkHUOX57tJf79jYzHo7yyvOreM0F1Wr4NkN67JDIMh0SKSIii0xh5hy19o+xY1cjR7pGWFeRx22XN1BbpJ4xMxVkp3NBXSFZ6Qp3IiKy+BRmFmgiHOH7+9p5+JlOsjNS+f0rVnLFmlJNn8xSW5zNhsr8pD4sU0RElpbCzAI82TzA3Y810Tc6yVVry3jLxXXkZemlnCk1xTivOl+djUVEZMnpHfgstA2M8ZcPPs1vjvZSU5TFJ27awLrKfL/Lijs5Gd626/wsbbsWEZGlpzBzFnpHJnmiaYA3X1zLyzZVkpaircWzlednsrmmgLRUvTYiIrI8FGbOwpa6Qu65/XK6hib8LiXumMHaijwaSnP9LkVERJKMwsxZystMowuFmZky0lLYUltIsRoDioiIDxRm5JwU56Zzfm2heuqIiIhvFGZkwRpKc1hbkaft6CIi4iuFGTlrqanG5uoCKgqy/C5FREREYUbOTl5WGhfUFZKTof91REQkPgRq/6yZfdjMqv2uI1lVFWaxfWWJgoyIiMSVwIQZM7sJ+Bgw5nctySYlBTZU5XN+bSGpOpZARETiTCB+xTazPOBrwB875wZ8LiepZKV73XwLs9XNV0RE4lMgwgzwOeBR59xDfheSTEryMji/ppCMtMAM4ImISBKK+zBjZlcBrwe2+F1LsjCDlWW5rC7L1bZrERGJe3H9K7eZpQP/DmQBJ8xsr5ld6nNZCS09LYWtK4pYU67+MSIiEgxxHWaA9wGpwCuBOuA/gB+YWamvVSWogux0LltVQmlept+liIiIzFu8h5l3Ae91zu1xzo065/4NeDh2/UXM7HYz22Nme7q7u5e10KCrLc5mW0MxWek6lkBERIIl3sPMeuCJWdceB1bPdWfn3Nedc9ucc9vKy8uXvLhEkJpibK4tYGN1ASnadi0iIgEU72GmEdg669pW4NiyV5KAcjJS2b6qhOrCbL9LERERWbB4DzNfBL5qZpeYWa6Z3QFcD3zT57oCr6Igk0tXlZCXGfcb2kRERE4rrt/JnHPfNLMM4FtABfA74Do1zls4M1hbkUdDaa7fpYiIiCyKuA4zAM65r+F1/5VzlJGWwpbaQopzM/wuRUREZNHEfZiRxVGcm875tYVkpmm3koiIJBaFmSRQX5rDugo1wRMRkcSkMJPAUlOMjdUFVBVm+V2KiIjIklGYSVA5Gd5p1/lZOu1aREQSm8JMAirLz2RzTQHpqfG+815EROTcKcwkmFXluawpz/O7DBERkWWjMJMg0lKNzTWFlOfrkEgREUkuCjMJIC8rjQvqCsnJ0H9OERFJPnr3C7iqwiw2VheQqkMiRUQkSSnMBJQZrKvIp740x+9SREREfKUwE0A6lkBEROR5CjMBU5iTzpbaQrLSdSyBiIgIKMwESm1xNhsq80nR+hgREZHnKMwEQEoKbKgqoLYo2+9SRERE4o7CTJzLSveOJSjM1rEEIiIic1GYiWPFuRlsqS0kI03HEoiIiJyKwkycaijNYW1FHmZaHyMiInI6CjNxJjXV2FRdQGVBlt+liIiIBILCTBzJyUjlghVF5GXqP4uIiMh86V0zTpTnZ7KppoD0VK2PERERORsKMz4zg1Vluawuz/O7FBERkUBSmPFRWqpxfm0hZXmZfpciIiISWAozPsnLSuPCuiKyM3QsgYiIyLlQmPFBVWEWG6sLSNWxBCIiIudMYWYZmcH6ynxWlOT4XYqIiEjCUJhZJhlpKVxQV0hRTobfpYiIiCQUhZllUJiTzpbaQrLStT5GRERksSnMLLG6kmzWV+STovUxIiIiS0JhZomkpMB5VQXUFGX7XYqIiEhCU5hZAlnpqVywopCCrHS/SxEREUl4CjOLrCQvg/NrCslI07EEIiIiy0FhZhGtLMthTXkeZlofIyIislwUZhZBaqqxubqAioIsv0sRERFJOgoz5ygnM5UL64rIzdRLKSIi4ge9A5+D8vxMNtcUkJaq9TEiIiJ+UZhZADNYXZ7HqrJcv0sRERFJegozZyk9NYWtK4oozcv0uxQRERFBYeas6ZBIERGR+KLFHiIiIhJoCjMiIiISaAozIiIiEmgKMyIiIhJoCjMiIiISaAozIiIiEmgKMyIiIhJoCjMiIiISaAozIiIiEmgKMyIiIhJoCjMiIiISaAozIiIiEmgKMyIiIhJoCjMiIiISaAozIiIiEmgKMyIiIhJoCjMiIiISaAozIiIiEmgKMyIiIhJo5pzzu4YlYWbdQOMSPXwZ0LNEjy0vpNd6+ei1Xj56rZeXXu/ls5SvdYNzrnyuGxI2zCwlM9vjnNvmdx3JQK/18tFrvXz0Wi8vvd7Lx6/XWtNMIiIiEmgKMyIiIhJoCjML83W/C0gieq2Xj17r5aPXennp9V4+vrzWWjMjIiIigaaRGRERH5jZh82s2u86RBKBwsw8mVmmmf2TmXWb2bCZfdfM6vyuKxHFXuu/M7MTZtZvZj8ws3V+15UMzKzezD7udx2JzsxuAj4GjPldS6Iys3wz+2cza4v9HPmOmdX7XVeiMLNPmtmUmXXMcdsdZnbczMbMbJeZXbnU9SjMzN8/AVuAi4EqYD/wsJll+lpVYvoWsAm4GmgAfgn8r5kV+1pVgjOzNOAeoNTvWhKZmeUBXwP+2Dk34HM5iew/gXRgK1ANPAj8wMwyfKwpYTjnPgOsnX3dzG4B/gJ4O1AAfB540Mw2LmU9WjMzD2ZWDpwE1jjnOmZc/ynwP865//CrtkRjZuuBXcAK59zIjOv3Aw85577hW3EJzsy+CHwY+KJz7s99Lidhmdm/AHnOuXf7XUsiM7NhYL1zrn3GtaeA251zu/yrLHGY2Upgp3Ouasa1fcBfOecemHHt/wKbnHO3LVUtGpmZn2uA384MMjF3Aa/0oZ5ElgV8fmaQiTmB99uVLAEzew1wC96IgSwRM7sKeD1eaJSl9R3gK2ZWZ2Y5ZvYBvBHfTp/rSlhmVoo3WvPQrJuW/L1SYWZ+VgKH57h+kDmG2WThnHP7nHOfm3nNzNKB1wK/86eqxBZbR/ANvGHhbp/LSVix/4//HS+wnzCzvWZ2qc9lJbL3ARuBZmAU+BLwYefcST+LSnArgRPOufDMi865RiB7KZcKKMzMTw7eP4bZQkDuMteSjL4MHHfOPeJ3IYlmxjqZLzvnfuV3PQnufUAq3m+odcB/4K3h0BqlRWZmKXhrZPbjrbsrAj4IlPhYVjI41XslLPH7pcLM/ISA7Dmul3Pq/3CyCMzso8ArgCWba01ynwMG8BbpydJ6F/Be59we59yoc+7fgIdj12VxvRqoBH7POdfknBt0zn0VKDGzO3yuLZHN+V5pZqlAMUv4fpm2VA+cYE4CN85xfS1wZHlLSR5m9nvAx4GrnXM68XaRmdkr8X5bdcCYmUHsZ4KZvdE5t8HH8hLReuCJWdceB1b7UEui2wj80jkXmXX9N8C7ga8ue0XJ4SSw0sxSZ732q4F+51z/Uj2xRmbm51fAFWZWNOv6O4EfLX85ic/MXos3vfRK55wC4xJwzv3IOZfhnMt0zmU557KAz+DtZlKQWXyNeNuEZ9oKHFv2ShLfEWDzHNe3A33LXEvScM714gWa62fdtOTvlQoz8+Cc68LrffLfZlYdWxn/V3j9OO70t7rEY2bXAP8FvNE5N/s3WZGg+iLwVTO7xMxyY9Md1wPf9LmuRPQDoNjM/t7Mys2swMz+EG/d0j/7XFui+zvg38xsq5mlmdnrgTvwflFaMppmmr8PAf+At6AsC2+u++XOuUlfq0owZrYV+B5es6Wfx6Y+pj3onHuzH3WJnCvn3DdjDdu+BVTg7c67To3zFp9zLmxmr8Ib3T0KRIG9wA3Oud2+FpfgnHP3xGYx7gdqgH14v5geWsrnVdM8ERERCTRNM4mIiEigKcyIiIhIoCnMiIiISKApzIiIiEigKcyIiIhIoCnMiIiISKApzIjIkjGzSjOL+8P9zGytmb3DzDae5j4fNLOPmFnectYmImemPjMisqjM7GJgg3PuW7Guq/8O7HHObTezLKDGOXf8NF+/Hu+U43FgCq/h2UwpeKdPZ+L9DDvnJmhm9sd45/Xc5Zyb81BTM9sHZOqoB5H4ow7AInJOYiMvFwFXAW/AO29o0swO4p3IDfAzMyvEO+gvx8wuPk3n2z8APjHPp/8tcOWCCn+h82MfP32a+4yhc31E4pLCjIgsiJnlAk8Ba2KXHNCFdwZRK17L/uHYbX3OuUEz+3/Al4D7zOyVzrmpOR56IvZxo3Pu2dM8/0m8gHEu38MngXrgJmAEeJ+ZpQN5wD84556ecXcdXSISpxRmRGRBnHOjZvZPQAbewX7fAKaccx+fvo+ZTY+aTMa+5h/N7GVAcexP91wPHft4cNbZXHM5uvDvAIBNwCV4geY43uhSOpADvNTMLsQLTGG8qS/M7DV401zZwEnn3M5zrEFEzpHCjIgsmHPuuROITxE8RqfvOuPae4CeeRzS+irgxGluf2Sui2Z2Kd7000dm1ZeDN5LUCLzMed4RC1c/BW5yzh2dcf+PAzvmeIrvz/j7XwMKMyI+U5gRkQUxsxuBtwODeIt164FIbOpmWlns401mVow3opEG5MfW0PyFc6559kPHPobwpn5OJRp7vBdwzj1mZv8AfM7MfuycOxK76bNAJd7JyTPD1U3AE8A6M/t74GvOuZ/NeO6L8ULVD2KfvwYoAY7x/JSYiPhIYUZEFmot3mJdeH7kxQF/PuM+08HkZcD1eDuRMmZc/wdgdpjJiX18dB41dJ3i+t8ArwW+aWbXAFcAHwD+2DnX9Fxx3nDSm4Gv4a2TeQvPLz6eXo8z7JwbMLMpgNjfp392RuZRo4gsMfWZEZGFugtvpCPLOZeCN7XzK+dc3vSf2O0AX3DO5TjnsvDWqOQDVcChOR73i8AKoBxvBKQQKIh9TUHs8xK8Bcavmauw2BTWu4DLgE8C3wR+6pz7j1l3vQFYCXyb50dZZm8FF5E4p5EZEVkQ59wwz+9WOtV9RsxsFCidcfnrQBbwTudcJ4CZvQXYiDe1NIm34HYKb+RjdjMs4/npqjQzy4w9Xodz7hsznvtxM/ss8Ld4W8Sve8GDeKMyX8Jb1/MRYF3spv80s2y8Bc3gbSXPiz0nsb/nnu77FpHlpTAjIospy8zeiNdv5mnn3Bfw1pbUAcR2B23DW3C7b8bXvQZvJMXhhZkpnm+Y5/BGZFLwQonF/p4W+zM9bfUIzweQab+IfWwCOmfe4JxzZjYCdOCNFmXFbgrhbS2fDlFPzXrM0wY4EVl+CjMisiBmthJoADbgNc3bhLfd+n6gB/h57K77gEtjf/883lqUO5xzM6dz3he7Nh7r85LpnHtu8a+ZPQqsdc7VnaKWTLwt1TOv5eCNArUAFwD/F/jUzPs4566ccf/X4O1Uep9z7qSZvTt203vxAs9nYp9/Em/K67/nfmVEZLkpzIjIQv0r3vZp8EZTIsBBvB1O+2bsGPoV8A4z+xzezqGPO+desOXaORea8emNwD1m9lXn3MxOwGlmdh7PH2eQgTfdM+Kce5wX7yz6PN6I0HbgDuCTZvZ959wTZ/l9/sw5d9TMPhyr9QEzKzvD14jIMtICYBFZqO8DPwZuw9uC/TjQ5Zx7atbW5+m+LJ8AfgL84xke93V45y59bdb1SrywdABvtGcP3jTSn85+ADO7Dng/8H+dc/uBj+FNd/2XmWXMum9WLCRdFLv0T2b2DN4CYxEJAI3MiMhCfc0599XpT+ZqmhdbZPv7PL8V+0PT00tmtsk598ys+xfgjeyk4u12mnkgZSveLqeZa2aymPVLWWyB7v/D29r9ZQDn3JiZ3Qb8Dm9B8P+J3XcP3nqZmVbiNcIbONMLICLxQSMzIrIgs0ZfYFYDOzPbhjfF9Hd4wSIK/HdspxDAN8zsm7E1MtPej9fv5XvAd81sy+zndM5FnXNTzrlx59yAc2724Y//gLd2510za3TO7cXrP/NxM7s8drkJL7h8iufX09zsnPsDnj+L6fWxIFQJVMb+/pbTvTYisrw0MiMiCxY7bPISvN1GW4DdsR1L/wxcjbft+X3OuX8zs7/GCxMPmdln8DrrljrnwrHH2gj8JV7/mvfjnbC9y8y+gNdb5lQ1GN4oTpZz7oRz7n14C4pfxDn3WbxOwNPeMmOk6J2xa9NN+6ZD1hdnPcydM/7+og7EIrL8FGZEZMFih01+Hpge6TjinHvKzB7G21r9h8656amiT+GNunwMrxsweMEFM2sAHsQLB5+O9ae5CvgXvIBjgDOzXryt02N4C4Bz8IJUJl6A+bezrH/mjqq82MfpHjLTW7XXzTyzKVZvGd4hmS9YfyMi/lCYEZFz9RXgSrz1KPcDOOc+DXx65p1iUz4fN7NfxW5LxRvBAdiMNzX0uengEGvK9y4z+zTe4ZRXAavwFubOFSIOn+P3MR1mpkdmSk5z3yjQy/NrgUTER/biaW8RkeVnZhuARufc+Dzumwlk443ITAeKfufcgg9+NLN8vOmsnvnUICLxQ2FGREREAk27mURERCTQFGZEREQk0BRmREREJNAUZkRERCTQFGZEREQk0P7/zQkjrrrejPYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 21\n",
    "x = np.linspace(0, 10, 11)\n",
    "y = np.array([3.9, 4.4, 10.8, 10.3, 11.2, 13.1, 14.1, 9.9, 13.9, 15.1, 12.5])\n",
    "\n",
    "# 拟合一条曲线\n",
    "a, b = np.polyfit(x, y, deg = 1)\n",
    "y_est = a * x + b # 拟合一次方程\n",
    "\n",
    "# 残差\n",
    "y_err = x.std() * np.sqrt(1/len(x) +\n",
    "                          (x - x.mean())**2 / np.sum((x - x.mean())**2))\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (9,8))\n",
    "ax.plot(x, y_est, '-')\n",
    "ax.fill_between(x, y_est - y_err, y_est + y_err, alpha=0.3)\n",
    "#ax.plot(x, y, 'o', color='tab:brown')\n",
    "\n",
    "ax.set_xlabel('我是x轴', fontsize = 20)  # Add an x-label to the axes.\n",
    "ax.set_ylabel('我是y轴', fontsize = 20)  # Add an y-label to the axes.\n",
    "ax.set_title(\"我是标题\", fontsize = 20)  # Add an title to the axes.\n",
    "plt.tick_params(labelsize=15)\n",
    "\n",
    "plt.savefig(\"B_10.png\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图 - 两组数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1120x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"economics.csv\")\n",
    "\n",
    "x = df['date']\n",
    "y1 = df['psavert']\n",
    "y2 = df['unemploy']\n",
    "\n",
    "\n",
    "fig, (ax1,ax2) = plt.subplots(2,1,figsize=(14,9), dpi= 80)\n",
    "\n",
    "ax1.set_title(\"我是标题\", fontsize = 20)  # Add an title to the axes.\n",
    "plt.tick_params(labelsize=15)\n",
    "\n",
    "# Plot Line1 (Left Y Axis)\n",
    "ax1.plot(x, y1, color='tab:red')\n",
    "ax1.set_ylabel('Personal Savings Rate', color='tab:red', fontsize=20)\n",
    "ax1.set_xticks(np.arange(0, len(x), 60))\n",
    "\n",
    "# Plot Line2 (Right Y Axis)\n",
    "\n",
    "ax2.plot(x, y2, color='tab:blue')\n",
    "ax2.set_ylabel(\"Unemployed (1000's)\", color='tab:blue', fontsize=20)\n",
    "ax2.tick_params(axis='y', labelcolor='tab:blue')\n",
    "ax2.set_xticks(np.arange(0, len(x), 60))\n",
    "plt.gca().invert_yaxis()\n",
    "ax2.xaxis.set_ticks_position('top')\n",
    "plt.setp(ax2.get_xticklabels(), visible=False)\n",
    "fig.subplots_adjust(hspace=0.1)\n",
    "\n",
    "\n",
    "\n",
    "plt.savefig(\"B_11.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1120x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"economics.csv\")\n",
    "\n",
    "x = df['date']\n",
    "y1 = df['psavert']\n",
    "y2 = df['unemploy']\n",
    "\n",
    "fig, (ax1,ax2) = plt.subplots(2,1,figsize=(14,9), dpi= 80)\n",
    "\n",
    "ax1.set_title(\"我是标题\", fontsize = 20) \n",
    "plt.tick_params(labelsize=15)\n",
    "\n",
    "ax1.plot(x, y1, color='tab:red')\n",
    "ax1.set_ylabel('Personal Savings Rate', color='tab:red', fontsize=20)\n",
    "ax1.set_xticks(np.arange(0, len(x), 60))\n",
    "plt.savefig('B_04_02_1.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进阶折线图 - 极坐标折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,8))\n",
    "ax1= plt.subplot(111, projection='polar')\n",
    "theta=np.arange(0,2*np.pi,0.02)\n",
    "ax1.plot(theta,theta/6,'--',lw=2, label = 'A')\n",
    "ax1.plot(theta,theta/5,'--',lw=2, label = 'B')\n",
    "ax1.plot(theta,theta/4,'--',lw=2, label = 'C')\n",
    "ax1.plot(theta,theta/3,'--',lw=2, label = 'D')\n",
    "ax1.plot(theta,theta/2,'--',lw=2, label = 'E')\n",
    "ax1.plot(theta,theta,'--',lw=2, label = 'F')\n",
    "ax1.set_title(\"我是标题\", fontsize = 20)  # Add an title to the axes.\n",
    "plt.tick_params(labelsize=15)\n",
    "ax1.legend(loc=2, bbox_to_anchor=(1.05,1.0),borderaxespad = 0., prop={'size':15}) \n",
    "\n",
    "plt.savefig(\"B_12.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
